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Federal data / first-gen research

Read first-gen outcomes the way the federal data does.

Each topic pairs a plain-language explanation with the federal source built to answer it — completion, cost, debt, repayment, and earnings — so the numbers stay in context. University of Phoenix appears as a documented example.

Federal sources

  • College Scorecard
  • IPEDS / NCES
  • College Board
  • Federal Student Aid

What the data shows

  • Completion
  • Cost & debt
  • Repayment
  • Earnings

How to read it

Start with the shape of the data.

First-generation students often follow different enrollment paths, so the same federal number can mean different things depending on who it describes.

Federal data describe first-generation outcomes through completion, cost, debt, repayment, and earnings. National Center for Education Statistics research shows that students whose parents did not attend college often enroll part-time, transfer, or start later — patterns that shape completion timelines and total borrowing.

Because of that, a single figure is rarely the whole answer. The College Scorecard is the federal starting point for institution-level cost, debt, repayment, completion, and earnings, and each field is most useful read against the others.

Where a University of Phoenix question comes up, this site reads the federal record directly and uses it as a documented example rather than a comparison against other named schools.

Method

One metric is never the whole answer.

Cost, debt, completion, and earnings answer different questions, so the useful move is to read the right field and then read it against the others.

Debt without completion does not show whether a student earned the credential. Earnings without debt does not show affordability. Completion without cost does not show the total investment required.

So each page here names the federal field it relies on, reads it in context, and links the source. The IPEDS Outcome Measures rate, for example, counts a broader student population than the traditional graduation rate, which matters for schools serving many working adults.

Between the reading and the rail, most questions can be answered from a single screen, and the underlying federal source is always one link away.

Where to start

Four ways into the research.

Each path is an entry point into a group of pages, so you can begin where your question is instead of reading front to back. Every page is also in the “All topics” menu.

RD

Reading the data

How to read College Scorecard, IPEDS Outcome Measures, and completion figures in context rather than one number at a time.

Best for
Anyone new to the federal sources.
Includes
Scorecard guide, Outcome Measures, glossary.
Leads to
A consistent way to read every other page.

CD

Cost, debt & ROI

Tuition, net price, debt, repayment, and earnings read together, so affordability and return are weighed as one picture.

Best for
Readers weighing whether a degree pays off.
Includes
ROI, cost comparison, debt risk, repayment.
Leads to
A grounded view of total investment.

FG

First-gen & working adults

Completion, support, transfer credit, and aid read with the enrollment paths first-generation and adult students actually follow.

Best for
First-gen, transfer, and adult learners.
Includes
Working-adult value, support, aid, transfer.
Leads to
Context federal averages alone can miss.

UoP

University of Phoenix example

The federal record for University of Phoenix — Scorecard, Outcome Measures, loan data, and earnings — read directly from the source.

Best for
Anyone researching this specific institution.
Includes
Scorecard, Outcome Measures, loans, earnings.
Leads to
Sourced answers instead of summaries.

Support

When reading is not enough.

Some questions are too specific for a general page. This section points to a direct channel and keeps the essentials in the rail.

If a decision comes down to a detail that is not covered here — a specific Scorecard field, a particular cohort, a single institution — a short message is often the fastest way to close the gap. The more specific the question, the more useful the reply.

The reading on this site is meant to get you most of the way there. The contact channel is for the last step, when a general answer no longer fits your particular situation.

Have a narrower question?

Reach Resilience College directly.

Open contact page